Long-term memory for AI agents is not a single feature — it's a set of architectural tradeoffs. Here are the five dominant designs, ranked by real-world viability.

The ReAct pattern is one of the most reliable ways to get an LLM to solve multi-step problems. Here's how it works mechanically, with a full worked case study.